US11625820B2ActiveUtilityPatentIndex 51
Evaluating an inspection algorithm for inspecting a semiconductor specimen
Assignee: APPLIED MATERIALS ISRAEL LTDPriority: May 28, 2020Filed: May 28, 2020Granted: Apr 11, 2023
Est. expiryMay 28, 2040(~13.9 yrs left)· nominal 20-yr term from priority
Inventors:BLAYVAS ILYA
H10P 74/23G01N 21/9501G06T 2207/10061G06T 7/0004G01N 21/8806G06N 20/00G01N 21/8851G03F 7/7065G06T 2207/30148H10P 74/203
51
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10
References
6
Claims
Abstract
A method, a non-transitory computer readable medium, and a system for evaluating an inspection algorithm for inspecting a semiconductor specimen.
Claims
exact text as granted — not AI-modifiedI claim:
1. A method for evaluating a new inspection algorithm for detecting defects on semiconductor wafers by an inspection system, the method comprising:
receiving, by an evaluation unit of the inspection system, the new inspection algorithm; the new inspection algorithm developed by an inspection algorithm developer;
storing, by a memory of the evaluation unit, images from multiple semiconductor wafers inspected by the inspection system using a current inspection algorithm different from the new inspection algorithm;
evaluating, by a processor of the evaluation unit and within a sandbox testing environment of the inspection system that is isolated from a production environment of the inspection system, the new inspection algorithm to provide evaluation results; wherein the evaluating comprises applying the new inspection algorithm on the images from the multiple semiconductor wafers, and the evaluation results comprise detection of suspected defects within the images; and
sending, from the evaluation unit to the inspection algorithm developer, at least an indication regarding the evaluation results, wherein the indication regarding the evaluation results includes a performance of the new inspection algorithm compared to the current inspection algorithm;
wherein the storing, the evaluating, and the sending are executed without exposing, to the inspection algorithm developer, the images from the multiple semiconductor wafers.
2. The method according to claim 1 wherein the images are conveyed to the evaluation unit over one or more local communication paths.
3. The method according to claim 1 , further comprising receiving, by the evaluation unit, review results of a review process that was applied on at least some of the multiple semiconductor wafers; and wherein the evaluating of the inspection algorithm is based, at least in part, on the review results.
4. The method according to claim 1 wherein the storing, the evaluating, and the sending are executed without interrupting an inspection process executed in the production environment of the inspection system.
5. A non-transitory computer readable medium for evaluating a new inspection algorithm for detecting defects on semiconductor wafers by an inspection system, the non-transitory computer readable medium stores instructions comprising:
receiving, by an evaluation unit of the inspection system, the new inspection algorithm; the new inspection algorithm developed by an inspection algorithm developer;
storing, by a memory of the evaluation unit, images from multiple semiconductor wafers inspected by the inspection system using a current inspection algorithm different from the new inspection algorithm;
evaluating, by a processor of the evaluation unit and within a sandbox testing environment of the inspection system that is isolated from a production environment of the inspection system, the new inspection algorithm to provide evaluation results; wherein the evaluating comprises applying the inspection algorithm on the images from multiple semiconductor wafers, and the evaluation results comprise detection of suspected defects within the images; and
sending, from the evaluation unit to the inspection algorithm developer, at least an indication regarding the evaluation results, wherein the indication regarding the evaluation results includes a performance of the new inspection algorithm compared to the current inspection algorithm;
wherein the storing, the evaluating, and the sending are executed without exposing, to the inspection algorithm developer, the images from the multiple semiconductor wafers.
6. An inspection system for evaluating a new inspection algorithm for detecting defects on semiconductor wafers, the inspection system comprising an evaluation unit, wherein the evaluation unit comprises a memory unit and a processor that are configured to perform steps comprising:
receive the new inspection algorithm; the new inspection algorithm developed by an inspection algorithm developer;
store by the memory unit images from multiple semiconductor wafers inspected by the inspection system using a current inspection algorithm different from the new inspection algorithm;
evaluate by the processor of the evaluation unit and within a sandbox testing environment of the inspection system that is isolated from a production environment of the inspection system, the new inspection algorithm to provide evaluation results wherein the evaluating comprises applying the new inspection algorithm on the images from the multiple semiconductor wafers, and the evaluation results comprise detection of suspected defects within the images; and
generate an indication regarding the evaluation results to be sent to the inspection algorithm developer without exposing, to the inspection algorithm developer, the images from the multiple semiconductor wafers, wherein the indication regarding the evaluation results includes a performance of the new inspection algorithm compared to the current inspection algorithm.Cited by (0)
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